{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.0.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from torch import optim\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import matplotlib.animation\n",
    "import math, random\n",
    "torch.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.3 通过Sin预测Cos\n",
    "在介绍循环神经网络时候我们说过，循环神经网络由于其的特殊结构，十分十分擅长处理时间相关的数据，下面我们就来通过输入sin函数，输出cos函数来实际使用。\n",
    "首先，我们还是定义一些超参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "TIME_STEP = 10 # rnn 时序步长数\n",
    "INPUT_SIZE = 1 # rnn 的输入维度\n",
    "DEVICE = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\") \n",
    "H_SIZE = 64 # of rnn 隐藏单元个数\n",
    "EPOCHS=300 # 总共训练次数\n",
    "h_state = None # 隐藏层状态"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由于是使用sin和cos函数，所以这里不需要dataloader，我们直接使用Numpy生成数据，Pytorch没有π这个常量，所以所有操作都是用Numpy完成"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "steps = np.linspace(0, np.pi*2, 256, dtype=np.float32)\n",
    "x_np = np.sin(steps) \n",
    "y_np = np.cos(steps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "生成完后，我们可视化一下数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1)\n",
    "plt.suptitle('Sin and Cos',fontsize='18')\n",
    "plt.plot(steps, y_np, 'r-', label='target (cos)')\n",
    "plt.plot(steps, x_np, 'b-', label='input (sin)')\n",
    "plt.legend(loc='best')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面定义一下我们的网络结构"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "class RNN(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(RNN, self).__init__()\n",
    "        self.rnn = nn.RNN(\n",
    "        input_size=INPUT_SIZE,\n",
    "        hidden_size=H_SIZE, \n",
    "        num_layers=1, \n",
    "        batch_first=True,\n",
    "        )\n",
    "        self.out = nn.Linear(H_SIZE, 1)\n",
    "    def forward(self, x, h_state):\n",
    "         # x (batch, time_step, input_size)\n",
    "         # h_state (n_layers, batch, hidden_size)\n",
    "         # r_out (batch, time_step, hidden_size)\n",
    "        r_out, h_state = self.rnn(x, h_state)\n",
    "        outs = [] # 保存所有的预测值\n",
    "        for time_step in range(r_out.size(1)): # 计算每一步长的预测值\n",
    "            outs.append(self.out(r_out[:, time_step, :]))\n",
    "        return torch.stack(outs, dim=1), h_state\n",
    "         # 也可使用以下这样的返回值\n",
    "         # r_out = r_out.view(-1, 32)\n",
    "         # outs = self.out(r_out)\n",
    "         # return outs, h_state"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面我们定义我们的网络"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "rnn = RNN().to(DEVICE)\n",
    "optimizer = torch.optim.Adam(rnn.parameters()) # Adam优化，几乎不用调参\n",
    "criterion = nn.MSELoss() # 因为最终的结果是一个数值，所以损失函数用均方误差"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由于没有测试集，所以我们训练和测试写在一起了"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 19,Loss:0.030555\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 39,Loss:0.012050\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 59,Loss:0.002512\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 79,Loss:0.000799\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xd0VNXexvHvToIUUZqoFBG8Iorgq94IoiJKB0E60hVBbKgoREGaCkiRqggKiGCkiqggXJAEBQFR4pUSioAUaVJEeklC9vvHHi4RQ80kZybzfNaalSkn5/xOZvLMnj377GOstYiISGgJ87oAERHJeAp/EZEQpPAXEQlBCn8RkRCk8BcRCUEKfxGREKTwFxEJQQp/EZEQpPAXEQlBEV4XcC7XXHONLVq0qNdliIgElZ9//nmftTb/hZYL2PAvWrQocXFxXpchIhJUjDFbL2Y5dfuIiIQghb+ISAhS+IuIhCCFv4hICFL4i4iEIIW/iEgIUviLiISggB3nLyISSvbuhfh4WLUKsmWDdu3Sd3sKfxGRDHT0KKxZ40J+1aozgb9795llypULkvA3xowFagF7rLWlUnncAMOAmsAx4Alr7X/9sW0RkUCUlAQbNvwz5DdtAmvdMtmzQ8mSUKMGlC4NpUq5n9dfn/71+avlPw4YDnxyjsdrAMV9l7LASN9PEZGgZi1s23Ym3E8H/dq1kJDglgkLg1tugbvuglatzoT8TTdBeLg3dfsl/K21C40xRc+zSB3gE2utBZYaY3IbYwpYa3f5Y/siIhlh//5/hnx8PBw8eGaZwoVduFeteqY1f9ttrh//vP76C1avdiu84gp48sl03ZeM6vMvBGxLcXu7776/hb8xph3QDqBIkSIZVJqIyN8dP+5a7md32ezceWaZ3LlduDdr5n6WLg233w558lxg5UeOuE7/+PgzYR8f//eVR0ZmmvA3qdxn/3GHtaOAUQCRkZH/eFxEJD0kJ8O0aTB1qgv5jRvdfQBZs7p++cqVz3TXlCoFhQqBSS3ZTjtxAtat+3vAr14NmzefWSZbNrfySpXcSkuVcu8gGdD4zajw3w7ckOJ2YWDnOZYVEckQ1sLMmdC9O6xc6TI3MhKaNDnTmv/XvyDifEmZmOjeLU4H/OmQ37DhzDtIRATceiuUKeNa9Lff7oLew07/jAr/GUB7Y8xk3Be9B9XfLyJesRa++caF/rJlULw4TJgAjz12nixOTnat9pQBHx/vWveJiW6ZsDD3blGqFDRufCbkixd3/fgBxF9DPScBDwHXGGO2Az2BLADW2g+A2bhhnhtxQz1b+2O7IiKXasEC6NYNFi2CG2+EsWOhZcsUrXtrYfv2f/bJr1njvgw47cYbXbDXrHkm5G+91Y3fDAL+Gu3T9AKPW+B5f2xLRORyLF3qWvoxMVCwIIwYAW3a+BrkR4/CsA9g+nQX9IcOnfnFAgVcsD/99Jl++ZIl4aqrPNsXf9ARviKSqf3yC/ToAV9/Dfnzw5AhLsezZwcOH4YhI2DgQNi3z/XJt2jx9y9f8+b1ehfShcJfRDKl1auhZ0/4/HM3/LJvX2jfHnLmxA3MHzwcBg92g/erV3cfC+67z+uyM4zCX0QylQ0b4M03YeJEF/Q9e8LLL0OuXLgDqd4YBsOGwYEDUKuWC/0yZbwuO8Mp/EUkU9iyBXr1gvHj3dj8V1+FqCjIlw/480/oNgTefdd19dSt60L/7ru9LtszCn8RCWo7d0KfPjB6tBtp+cIL0LkzXHcdsGcPvDYI3n8fjh2Dhg3dUJ877vC6bM8p/EUkKO3ZA/37u1E7SUnQti107erm1mHXLug4EEaOhJMn3QD+rl3dF7gCKPxFJMjs3w+DBrlu++PH3SyZPXpAsWK48fkvDnAfAxIToXlzeP11KFHC67IDjsJfRILCoUMwdKgL/sOH3RQMPXv6cv333+G5fvDRR+5I3FatoEsXuPlmr8sOWAp/EQloR4+6Lvv+/V2rv149N5qndGncdAvt+sK4cW7hJ590Hf5Fi3pYcXBQ+ItIQDpxAkaNgrffdqc4rFkT3noL/v1v3HjO1m9DdLSbjKddO3jtNbjhhguuVxyFv4gElIQE+Phj6N3bdeFXrOhmXbjvPtwkai37uEH8V1zhjtqKinLzK8slCfO6ABERcCN2xo93c6M984ybXjk21l3uuzredfKXLOneCV55xXX5DB2q4L9MCn8R8VRyMkyZ4qbSeeIJNxXD7Nlu1s2KeZe7sfmlS8OsWa5rZ8sWeOedjDnLeSam8BcRzxw54rK9SRPIkgW++ALi4qBG/jhM3TrujOfz5rmjcbdscRP05M/vddmZgvr8RcQTmzZBnTpumvxBg6BDBwj7aSnU6uWa/rlzu2E9L77orotfKfxFJMPNnw+NGrnzpsyZA1VyLIYab7nTa+XL54b4PP88XH2116VmWur2EZEMYy0MHw5Vq7q5d35acJwqU9rCAw+4ifcHDHDdO126KPjTmVr+IpIhEhJcY37MGKhdGz7tsZ6rmzVwZ87q0sVNuJYjh9dlhgyFv4iku927oUEDWLzYza/21q0TCXuonTud1pw5UK2a1yWGHHX7iEi6+vlniIyE//4XpkQn0HtPO8JaNncjeX75RcHvEYW/iKSbSZNcd35YGCyZtJXGA8u4GTc7d4Zvv/XNvyxeULePiPjdqVOuC79fPyhfHqa1+JJrW7R0UzLMmuUm6hFPKfxFxK8OHnTT6M+aBU+3TeJd04Ernn4fypVzh/Jq8rWAoPAXEb9Zv94duLVxI4x4Yw/PflXd9etHRblzLWbJ4nWJ4qPwFxG/mDPnzDQNMd2+pcKgOhARATNmuLGdElD0ha+IpIm1MHAgPPII3FgkmWU1elDhjYpuBs5fflHwByiFv4hcthMn3BkTo6KgfrUjLAl/kKLRvdyUywsXwo03el2inIO6fUTksuzY4U6puGwZvNVkDd1m34cJM/Dll67jXwKaWv4icsmWLoV77oG1ay1fPjKa7pNvx9xawnXzKPiDgsJfRC7J+PFQoQJkz5LIDzc2pc6sdvDSS/D99zpxehBRt4+IXJSkJNe3P3QoVLpjL1O2lCXfwf3utIr16nldnlwitfxF5IL273cH5Q4dCi/euZA5KwuQr3heN2GPgj8oKfxF5LxWr4YyZeC77ywfFevNsOUViGj/rJui86abvC5PLpO6fUTknGbMcFM1XBlxgu+y1eW+P3+Azz5zJ96VoKaWv4j8g7VuNoa6dS0lrtxG3IGbue/mPW5+ZgV/pqDwF5G/OXoUHnvMzcrZNN83fL/7Fgo/+ygsWQI33+x1eeIn6vYRkf/ZuhXq1oUVKywDsr9BpxNDMJPHuXcDyVQU/iICuGH6DRpYEg6dYJatT41bdsFnP0Px4l6XJunAL90+xpjqxphfjTEbjTGdU3n8CWPMXmPMct+lrT+2KyL+8eGHULGiJc/hbfx48k5qtCsCP/yg4M/E0tzyN8aEA+8DVYDtwDJjzAxr7ZqzFp1irW2f1u2JiP8kJrqDc0eOhOpZ5jMprBW5J7wDzZp5XZqkM390+5QBNlprNwEYYyYDdYCzw19EAsiBA1C3jmXBQkMUA+hbYiLh0+ZDiRJelyYZwB/dPoWAbSlub/fdd7YGxpiVxphpxhidx03EQwcPQtWKSSz5PoloWjCgzXrCf1yi4A8h/gh/k8p99qzbM4Gi1to7gBhgfKorMqadMSbOGBO3d+9eP5QmImc7eBCqPXyS5b9YpoU3ocUn1WDMGMiRw+vSJAP5I/y3Aylb8oWBnSkXsNb+aa096bs5Gvh3aiuy1o6y1kZaayPz58/vh9JEJKVDh6D6Q8f5+ZcwpmZ/nEdjXoSWLb0uSzzgj/BfBhQ3xhQzxlwBNAFmpFzAGFMgxc1HgbV+2K6IXILDh6HGg0eIWx7B1Kufou7iKDc3s4SkNH/ha61NMsa0B+YC4cBYa+1qY8xbQJy1dgbwojHmUSAJ2A88kdbtisjFO3wYatx3kB/jr2TKNe2pt/h1uOUWr8sSDxlrz+6eDwyRkZE2Li7O6zJEgt6RI1Cz7D6WrMnNpMJRNFraCQqlNiZDMgNjzM/W2sgLLacjfEUysaNH4ZHIP1jy6zVMvLknjZZ2g3z5vC5LAoDCXySTOnoUav3fNhb9VpAJpfvTeEkXyJnT67IkQGhWT5FM6NhRS+3bf2PhbwWJLjucJss6KvjlbxT+IpnMscOnqH3Lr3y3tRjjHx5Ps8XtIWtWr8uSAKPwF8lEjh84SZ2bV/PtzlsYV/tzWsS2hvBwr8uSAKTwF8kkju89Qp1/xRO7pxQfN/mGVjMagUntAHwRhb9IpnBix5/UK76KmP138dGTS3h8UnWvS5IAp/AXCXInfttBvRJrmHuwHKOfX0Hrjx7wuiQJAgp/kSB2Mn4DDUr/ypyj5RnV8VfaDL/L65IkSCj8RYLUyR+X0+Dfm5l9vCIfdt3KUwM1HbNcPIW/SBBKiP2eRg/sZFZCVUa+sZt2vW/0uiQJMjrCVyTIJEz/msaNLDOTa/N+7794put1XpckQUgtf5Egkjg2mscaJPFVcm3e63uE57rm8bokCVIKf5EgkThwGE3a5OBL6jKs/wnad9Z0DXL5FP4igc5aErv0oGlUIabTgCHvJPHiq9m8rkqCnMJfJJCdOkXSM+1p3q8Un9OQwQOT6dBJX9VJ2in8RQJVQgJJTVrQYlR5PqMxA9+xvNxR/7LiH3oliQSiI0dIeqQOrabVZgpNGDAAOnbSPD3iPwp/kUCzfz+nKlfjiZgWTKIZ/fpBVJTXRUlmo/AXCSQ7dnCq/EO0XvYsE2hOnz7w2mteFyWZkcJfJFBs2MCp+x/kyfWdiU5uQa9e8PrrXhclmZXCXyQQ/PILyfeXp+0fvfkkqRlvvgndunldlGRmCn8Rry1cSHKFh3nq2FDGnWxKz57Qo4fXRUlmp/AX8dLMmSRXrc7TYaMZe7QJ3btDz55eFyWhQOEv4pXoaJLr1ueZqyYw5mAjunaFN9/UmRclYyj8RbwwbBjJrR7nueunM3pfPbp0gV69FPyScRT+IhmtXz9shw60LzabD3fW5rXXoE8fBb9kLIW/SEbq3RvbpQsvFp/DyM3ViYqCvn0V/JLxFP4iGcFaeOMNbPfudLptNsM3VOOVV6B/fwW/eEPTA4qkN2uhe3fo04fud8xg8MoatG8PAwcq+MU7Cn+R9GQtdO4MAwbQJ/IL+sTVpm1bGDZMwS/eUviLpBdroVMnGDyYwfd9RrcldWnRAj74AMLU4SoeU/iLpAdroUMHePdd3q8wlY4LGtKoEXz8MYSHe12ciMJfxP+Sk6F9exg5ko+qTKb9vEbUrg0TJkCE/uMkQOilKOJPycnwzDMwejQTHpnIU7MbU7UqTJ0KWbJ4XZzIGep5FPGXU6egbVsYPZrP60/g8TlNqFDB8MUXkE3nW5cAo5a/iD+cOgWtW0N0NF83nUCTz5pStqxh5kzIkcPr4kT+SS1/kbRKSoJWrSA6mnmtomnweTPuvNMwezbkzOl1cSKpU/iLpEViIjRvDhMnsuCpT6nzWQtuvRXmzoVcubwuTuTc/BL+xpjqxphfjTEbjTGdU3k8qzFmiu/xH40xRf2xXRFPJSRAkyYwdSo/PP8ptSY1p2hRmDcP8ub1ujiR80tz+BtjwoH3gRpASaCpMabkWYu1Af6y1t4MDAH6p3W7Ip46eRIaN4bp0/n5lQlUj27O9ddDTAxce63XxYlcmD9a/mWAjdbaTdbaBGAyUOesZeoA433XpwGVjNHB7RKkTpyABg3gq69Y2WUSVcc1I08eiI2FggW9Lk7k4vgj/AsB21Lc3u67L9VlrLVJwEEgnx+2LZKxjh+HevVg1izWvTGZymOakD07zJ8PRYp4XZzIxfNH+KfWgreXsQzGmHbGmDhjTNzevXv9UJqIHx07BnXqwNy5/Pb2FCqNeoywMNfiv+kmr4sTuTT+CP/twA0pbhcGdp5rGWNMBJAL2H/2iqy1o6y1kdbayPz58/uhNBE/OXoUatWCmBi2vjOVih805uRJ18dfooTXxYlcOn+E/zKguDGmmDHmCqAJMOOsZWYAj/uuNwTmW2v/0fIXCUhHjkDNmrBgATuGfkalkQ05eBC++QZKlfK6OJHLk+YjfK21ScaY9sBcIBwYa61dbYx5C4iz1s4APgKijTEbcS3+JmndrkiGOHwYatSApUvZ/f40Kg2tx+7drsV/991eFydy+fwyvYO1djYw+6z7eqS4fgJo5I9tiWSYgwehenWIi+PP0dOpMuRRtm2DOXOgbFmvixNJG83tI5KaAwegalVYvpwDH39B1SG1WL8eZs2C8uW9Lk4k7RT+Imfbvx+qVIH4eA5Hf0mNoTVZtQq+/BIqVfK6OBH/UPiLpLRvnwv+tWs5Nukrag2rzrJl8Nln7jtfkcxC4S9y2p49ULkybNjAic9mUve9Kixa5M7AVa+e18WJ+JfCXwRg926oWBE2bybhi1k0er8i8+bBuHFu7jaRzEZTOovs2gUPPQRbtpA08z80G1ORr7+GkSPh8ccv+NsiQUktfwltO3bAww/Dzp2cmjWHx0eX5/PPYcgQdypekcxKLX8JXb//DhUqwB9/kDznG9pFl2fiRHj7bejQweviRNKXWv4SmrZscS3+/fux38zjheiyjB0L3btDly5eFyeS/tTyl9CzaZNr8R84gI2JJWpaWUaMgKgoePNNr4sTyRgKfwktGze64D9yBGJj6TEjkkGD4IUXoH9/0CmGJFQo/CV0rFoFDz7ozsQ1fz59/nM3vXtD27YwdKiCX0KLwl9Cw5IlLviNge++Y3Ds/9GtG7RoAR98AGH6T5AQo5e8ZH5z5rgjd/Pnh8WLGbHgdjp2hEaN4OOPITzc6wJFMp7CXzK3yZOhdm13uq3vv+ej2KI8/zw8+qibtiFC490kRCn8JfMaMQKaNYP77sN++x3vfHIdbdtCtWowdSpkyeJ1gSLeUfhL5mMtvPUWPP881KpF8uw5vPJmLl59FR57DL76CrJm9bpIEW/pQ69kLsnJ8PLL8O670KoVJ0d8xBNtI5g8GV56CQYP1pe7IqDwl8wkMRGefBI+/RQ6dOBQz0HUrxNGbKwbwx8VpeGcIqcp/CVzOH4cGjeGr7+G3r3548nXqVnRsHIljB8PrVp5XaBIYFH4S/A7cMAN31m0CEaOZEOlZ6h2v5uif+ZMqFHD6wJFAo/CX4LbH39A9eqwZg1MnkzcTY2peb/7zvfbb6FMGa8LFAlMCn8JXps3u/Pt7toFM2fyjalG/YfcsVxz58Itt3hdoEjg0rgHCU7x8XD//bB/P8TGMmFfNR55BG6+2c3koOAXOT+FvwSfH35w8/QALFzIoMX30qIFlC8PCxZAgQLelicSDBT+ElzmznXz9OTLR/L3i+n4cSk6dXIDff7zH8iVy+sCRYKDwl+Cx5Qpbp6e4sVJmL+Ilj2KMXiwm4t/0iQdtStyKRT+EhxGjoSmTeHeezn89QJqtbmOiROhb18YNkxH7YpcKo32kcBmLfTp406uW6sWu9+byiN1s7N8uZuO+YknvC5QJDgp/CVwJSdDx47uNFstWvBb17FUq5yFXbtgxgyoWdPrAkWCl8JfAlNiIrRpA9HR8NJL/Nx8MDUrhHHqFMyfD2XLel2gSHBT+EvgOX7czb08cyb06sW8Ml2pX9GQL58b7FOihNcFigQ/hb8EloMH3YieRYtgxAgm5nqWJ2rBbbe5oZwFC3pdoEjmoDESEjh274aHHnIHcU2cyODjz9K8uTuQd+FCBb+IPyn8JTBs2QIPPADr15P81Uw6xTWhY0do2FAHb4mkB3X7iPfi492JdY8dI2F2DE+OLseECe4sjMOGQXi41wWKZD5q+Yu3li518/RYy5E5i6j9tgv+Pn3gvfcU/CLpRS1/8c4330C9elCgAHsmxvDI80X55RcYOxZat/a6OJHMTeEv3pg6FVq0gJIl2fThPKo1z8+OHfDll1CrltfFiWR+aer2McbkNcbMM8Zs8P3Mc47lThljlvsuM9KyTckEPvgAmjSBsmX577DvKfdo/tPT8iv4RTJIWvv8OwOx1triQKzvdmqOW2vv9F0eTeM2JVidnqfn2WehZk1iXptHhVpXkS0bLF4M5cp5XaBI6Ehr+NcBxvuujwfqpnF9klmdnqenWzdo3pzJTb6kZv1sFCvmhvXfeqvXBYqElrSG/3XW2l0Avp/XnmO5bMaYOGPMUmOM3iBCzaFDbjrmIUPghRcY+u9PaNoygnLldPCWiFcu+IWvMSYGuD6Vh7pewnaKWGt3GmNuAuYbY1ZZa39LZVvtgHYARYoUuYTVS8BasQIaNYLffiO5b386/xnFO68Y6teHCRMgWzavCxQJTRcMf2tt5XM9ZozZbYwpYK3dZYwpAOw5xzp2+n5uMsZ8B9wF/CP8rbWjgFEAkZGR9qL2QAKTtTB6NLz4IuTNS+K872gzrjzR0fDcc/DuuxrDL+KltHb7zAAe911/HPjq7AWMMXmMMVl9168B7gfWpHG7EsiOHHHDOJ9+Gh58kA3TV/FwDxf8vXvD8OEKfhGvpXWcfz9gqjGmDfA70AjAGBMJPGOtbQvcBnxojEnGvdn0s9Yq/DOrVatcN8+GDZx6szfv5uzC6w+HkS2b6+Zp1szrAkUE0hj+1to/gUqp3B8HtPVdXwKUTst2JAhY6w7Nbd8ecudm/ceLaf3hvSxZ4sbuf/ihvtgVCSQ6wlfS7uhRN3Y/OppTFasw7MHP6fq0G7//ySeuB8gYr4sUkZQ0sZukzerVcM898Omn/Nr+Pcofm0vHN66iShVYswZatlTwiwQihb9cvnHj4J57OLXvLwY+9St3jmnPul8Nn34KX30FBQp4XaCInIvCXy7dsWNu2s3WrVlXqiEPFNlK1KjiVK3qPgg0b67WvkigU5+/XJo1a6BxY06tXsfgSnPovqgqV15pmDDBHcSr0BcJDmr5y8WLjoZ77mHtzlzcf+s+Xo2tRo0ahtWr3RBOBb9I8FD4y4UdOwZt2pDUqjUDrhvEXccWsWFPbiZOhOnT4frUJv8QkYCmbh85v3XroFEj1sSfonXBzfy0+Qbq1YORI+G667wuTkQul1r+cm4TJ5L077L029SYu7LE89vJG5g8GT7/XMEvEuzU8pd/On4cXnqJ1aMX0zrnDyw7UpL69WHECIW+SGahlr/83fr1JN37AH1H5+Pu8BVsznYbU6bAtGkKfpHMRC1/OWPKFOJbD6J1whjiuIuG9eD99+Hac52iR0SClsJf4MQJkl7qyIBRuXjTLOLqPOFM/cBNzikimZPCP9Rt3Miq2q/Tet2r/EwkjRskM3xEGPnze12YiKQnhX8IS5w0jf5PrOWthE/Jncvy2Rho2FBfA4mEAoV/KDp5kpWPD6L1lGr8l4Y8Vuso7429Uq19kRCi8A8xib9uol/FufTa2Yk8OU4ybWwiDR670uuyRCSD6TN+CFkxOJayJQ/TY+ezNCi/h9Vbr6LBY1m8LktEPKCWfwhIPJpA30ox9PqxCnkjDvH58N3Uf7aw12WJiIcU/pmYtbBg3GZebp/A8mM1aVYijne/vYN8Ba7wujQR8Zi6fTKh5GT4YvBmyuVbz8NPFuOP47n44tUfmLAuUsEvIoDCP1NJSICPe2zm9lzbqN+xGHsPZGFkzRls+j0LdfuX87o8EQkg6vbJBA4fhtHdtjB4VE52nCjGneErmdTwJxqOrETENY96XZ6IBCCFfxDbuxfejfqd4RPycCCpKA9HfM9HT+yg6tCamFx3eF2eiAQwhX8Q2rzJMqjjTsbOyMeJ5MLUu2I2r7X/izJ960HO8l6XJyJBQOEfRFausPR/5Q+mzM9PGPlpmX0aUS8mcGuPxpAjh9fliUgQUfgHOGvh+4WWfp328Z+4/OQkJx1yjuHlV6+gUKemkD271yWKSBBS+Aeo5GSYOcPSr/NfLP01L/mx9M71Ds91z0ee9q0ha1avSxSRIKbwDzAJCTDx02QG9DzC2u1XU4wDvJ9vKK3fKkb2ti/BFRqnLyJpp/APEEeOwOgPkxnc9wTb/8zBHWxm4nXjaPT2XUS07A5ZNAePiPiPwt9je/fCe8OSGT40kb+OZqUCPzG68ASq9X0I0+QdiNBTJCL+p2TxyNatMOidZMaMTuZ4QgR1mc1rN03j3rcfhYYfQHi41yWKSCam8M9gq1ZB/77JTJ4CYclJtOBTokrM5La3W0LdaAjTjBsikv4U/hnAWli0CPq9fYrZc8K50hznJfsBL5eOpXDvZ6D2dDDG6zJFJIQo/NNRcjJ8/bVr6S9ZGsY1YQfoxRCeu/sn8vZ6Gaq/otAXEU8o/P3sxAn44QeIiYEvpiezdl0YRcO3M5z+tC6zjhxvdYbKvRT6IuIphX8anToFy5dDzJwkYr8+zvc/Z+dEYgTh5hT3hscxgWE0vn83EW90g4ceUuiLSEBQ+F8im5jExpgtxEw/ROzibMzfeAN/JV4FRFCKLTxNLJXDvuXBEru5+q5/wTPPQnlNtiYigUXhfy7JybB5M6xezR8/bCZ2QQSx6woR89fdbONmAG7gd+pe/Q2V/+93KpZP5Pp7i8LtVaD4czoSV0QCWprC3xjTCHgDuA0oY62NO8dy1YFhQDgwxlrbLy3b9StrYccOiI//3+XQyi0sWH0NsQkPEENlVuNOiJI3yyEevmUrr9/3I5XqXsXNVYphcjTweAdERC5dWlv+8UB94MNzLWCMCQfeB6oA24FlxpgZ1to1adz2pduz50zIr179v+snD51gKfcSSyVisrTnp6S7OGXDyZYlifJ3HaVVrZNUqpmVO++8mvDw0hletoiIv6Up/K21awHM+b/ELANstNZu8i07GagDpF/4//XXmXBPEfLs2wdAMoYVuSoQm68FMbkr8P2J4hxLyEJYmOWeuw2dK0OlSlCuXATZsuVKtzJFRLySEX3+hYBtKW5vB8qm29Z+/x1uvPHM7auuwt5eik0VnyLGViJ2dynmr8rPn3+FwUG47TZo87QL+woVDLlzp1tlIiIB44Lhb4yJAa5P5aGu1tqvLmIbqX0ssOfYVjugHUCRIkUuYtWpKFwYBg5kd4E7mf/n/xG7PB9fefjLAAAF9UlEQVQxsYatS93DhQpBrUdd2FeqBAULXt5mRESC2QXD31pbOY3b2A7ckOJ2YWDnObY1ChgFEBkZmeobxIVs2xFGrU86snKlu507Nzz8MERFQeXKcMstGmovIpIR3T7LgOLGmGLADqAJ0Cy9NlagABQpAk2bupb93XdrgkwRkbOldahnPeA9ID8wyxiz3FpbzRhTEDeks6a1NskY0x6YixvqOdZauzrNlZ9DRATMnJleaxcRyRzSOtrnC+CLVO7fCdRMcXs2MDst2xIREf/R5PEiIiFI4S8iEoIU/iIiIUjhLyISghT+IiIhSOEvIhKCFP4iIiHIWHtZsyikO2PMXmCr13VchmuAfV4XkUbBvg+q33vBvg/BXP+N1tr8F1ooYMM/WBlj4qy1kV7XkRbBvg+q33vBvg/BXv/FULePiEgIUviLiIQghb//jfK6AD8I9n1Q/d4L9n0I9vovSH3+IiIhSC1/EZEQpPA/D2PMDcaYb40xa40xq40xL531eCdjjDXGXOO7ncsYM9MYs8K3fOtzrPc7Y8yvxpjlvsu1AVJ/HmPMF8aYlcaYn4wxpc6x3mLGmB+NMRuMMVOMMVcEWf3jjDGbU/z970yP+s+3D8aYN4wxO1LUUDPF73Qxxmz0vUaqnWO9nj4Hfqg/YJ8DY0w+3/JHjDHDz7PevMaYeb7nYJ4xJk967UO6sNbqco4LUAC423f9KmA9UNJ3+wbcCWq2Atf47nsd6O+7nh/YD1yRynq/AyIDsP53gJ6+67cCsedY71Sgie/6B8CzQVb/OKChl68h4A2gUyrLlwRWAFmBYsBvQHigPQd+qD+Qn4MrgQeAZ4Dh51nvAKCz73rn0//7wXJRy/88rLW7rLX/9V0/DKwFCvkeHgK8yt9PRm+Bq4wxBsiJC/+kjKv47y6j/pJArG/5dUBRY8x1Kdfp27eKwDTfXeOBusFSf0a7wD6kpg4w2Vp70lq7GdgIlEm5QAA9B6m5YP0Z7VL3wVp71Fq7CDhxgVXXwf3tIR2fg/Si8L9IxpiiwF3Aj8aYR4Ed1toVZy02HLgNd4L6VcBL1trkc6zyY99Hze6+f+Z0dZH1rwDq+5YvA9wIFD5rmXzAAWvt6Te17Zw/DPzCj/Wf1sfXPTTEGJM1far+u5T74Lurva+GsSm6DAoB21L8Wmp/X8+fA99dl1v/aYH6HFys66y1u8C9wQDp0n2bXhT+F8EYkxP4HOiAa8l3BXqksmg1YDlQELgTGG6MuTqV5Zpba0sD5X2XlulR92mXUH8/II8xZjnwAvAL//zkktobVboOGfNz/QBdcN1C9wB5gdfSoey/SbkP1tpDwEjgX7jXyS5g0OlFU/n1s/++nj4HfqgfAvs5CAkK/wswxmTBvWAmWGun414sxYAVxpgtuJblf40x1wOtgenW2Qhsxr3A/8Zau8P38zAwkXT8WHwp9VtrD1lrW1tr7wRa4b632HzWKvcBuY0xp8//XBj3SSdY6j/dDWCttSeBj0nnbolU9gFr7W5r7SnfJ8PRKWrYjvs+47TU/r5ePwdprT/Qn4OLtdsYU8C3/gLAHn/WnN4U/ufh6475CFhrrR0MYK1dZa291lpb1FpbFPdiv9ta+wfwO1DJ97vXASWATWetM8KcGZ2SBagFxAdC/caY3ClGjbQFFvpaSP9jrbXAt0BD312PA18FS/2+9RZIsf66pNPf/1z7kLIGn3opapgBNDHGZDXGFAOKAz+lXKfXz0Fa60/5+wH6HFysGbi/PaTjc5Bu0vPb5GC/4L7xt8BKXHfOcqDmWcts4cxok4LAN7j+/nigRYrllvt+Xgn87FvnamAYqYyG8Kj+csAGYB0wHciTYrnZQEHf9Ztw/9Abgc+ArEFW//wUz9GnQM6Mfg0B0b4aVuJCpECK3+mKGyXzK1AjEJ8DP9Qf6M/BFtyAjSO4BsbpUWZj8I3Uw333Eut7zcUCedNrH9LjoiN8RURCkLp9RERCkMJfRCQEKfxFREKQwl9EJAQp/EVEQpDCX0QkBCn8RURCkMJfRCQE/T/nyK0Meh5+8QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 99,Loss:0.010520\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 119,Loss:0.043775\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 139,Loss:0.008239\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 159,Loss:0.001041\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 179,Loss:0.002480\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 199,Loss:0.000720\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 219,Loss:0.002120\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 239,Loss:0.004574\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 259,Loss:0.001296\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 279,Loss:0.018041\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCHS: 299,Loss:0.001029\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rnn.train()\n",
    "plt.figure(2)\n",
    "for step in range(EPOCHS):\n",
    "    start, end = step * np.pi, (step+1)*np.pi # 一个时间周期\n",
    "    steps = np.linspace(start, end, TIME_STEP, dtype=np.float32)\n",
    "    x_np = np.sin(steps) \n",
    "    y_np = np.cos(steps)\n",
    "    x = torch.from_numpy(x_np[np.newaxis, :, np.newaxis]) # shape (batch, time_step, input_size)\n",
    "    y = torch.from_numpy(y_np[np.newaxis, :, np.newaxis])\n",
    "    prediction, h_state = rnn(x, h_state) # rnn output\n",
    "    # 这一步非常重要\n",
    "    h_state = h_state.data # 重置隐藏层的状态, 切断和前一次迭代的链接\n",
    "    loss = criterion(prediction, y) \n",
    "    # 这三行写在一起就可以\n",
    "    optimizer.zero_grad() \n",
    "    loss.backward() \n",
    "    optimizer.step() \n",
    "    if (step+1)%20==0: #每训练20个批次可视化一下效果，并打印一下loss\n",
    "        print(\"EPOCHS: {},Loss:{:4f}\".format(step,loss))\n",
    "        plt.plot(steps, y_np.flatten(), 'r-')\n",
    "        plt.plot(steps, prediction.data.numpy().flatten(), 'b-')\n",
    "        plt.draw()\n",
    "        plt.pause(0.01)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "蓝色是模型预测的结果，红色是函数的结果，通过300次的训练，已经基本拟合了"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch 1.0",
   "language": "python",
   "name": "pytorch1"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
